5 citations · 5 across the 1 of their papers we have counts for
3 papers
Memory and Information Processing in Recurrent Neural Networks
Alireza Goudarzi, Sarah Marzen, Peter Banda +3
Recurrent neural networks (RNN) are simple dynamical systems whose computational power has been attributed to their short-term memory. Short-term memory of RNNs has been previously…
Time Resolution Dependence of Information Measures for Spiking Neurons: Atoms, Scaling, and Universality
Sarah E. Marzen, Michael R. DeWeese, James P. Crutchfield
The mutual information between stimulus and spike-train response is commonly used to monitor neural coding efficiency, but neuronal computation broadly conceived requires more refi…
Signatures of Infinity: Nonergodicity and Resource Scaling in Prediction, Complexity, and Learning
James P. Crutchfield, Sarah Marzen
We introduce a simple analysis of the structural complexity of infinite-memory processes built from random samples of stationary, ergodic finite-memory component processes. Such pr…